Dartmouth College is investigating AI use in provost Santiago Schnell's writing after a detector scored his essay on AI cheating 100% AI-written. In his apology he names disclosure as the rule he broke, and a college can apply that rule to its provost and its students alike.
Reality
- Evidence45
- Adoption
- Insufficient
- Hype gap+30
- Incentives
- Insufficient
- Confidence40
France's Académie Goncourt dropped Thélyson Orélien's novel from its first selection, citing plagiarism and analyses that AI most likely wrote most of it. For anyone who sells AI checks, the case shows a likelihood score counting once a plagiarism record sat beside it.
Perspective Coverage
3 publishers
- Builder
- Builder 35%
- Operator
- Operator 48%
- Investor
- Investor 17%
Reality
- Evidence58
- Adoption
- Insufficient
- Hype gap+20
- Incentives55
- Confidence60
LinkedIn asks users to flag suspected AI posts, Substack labels them and Anthropic watermarks Claude's text, while detector Pangram claims 99.7% accuracy. Readers can now check anything an executive signs. That makes a written rule on AI drafting necessary.
Reality
- Evidence35
- Adoption40
- Hype gap+30
- Incentives60
- Confidence40
The Claude watermark survives light editing and dissolves under heavy editing, and its absence proves nothing. Policies that treat it as a verdict are built on a binary that does not exist.
Perspective Coverage
6 publishers
- Builder
- Builder 42%
- Operator
- Operator 45%
- Investor
- Investor 13%
Reality
- Evidence60
- Adoption50
- Hype gap+15
- Incentives50
- Confidence60
Anthropic says it is watermarking Claude text to satisfy the EU AI Act Transparency Code and plans a detection API. The exposure sits with teams shipping generated work as their own.
Perspective Coverage
7 publishers
- Builder
- Builder 37%
- Operator
- Operator 44%
- Investor
- Investor 19%
Reality
- Evidence48
- Adoption45
- Hype gap+20
- Incentives62
- Confidence55
A detector run over 490,000 Common Crawl pages puts a number on synthetic text in the crawlable web, and the number is uneven enough to change how you build a training set.
Reality
- Evidence62
- Adoption40
- Hype gap+15
- Incentives35
- Confidence58
Corporate ghostwriting has reached the employee layer, sold on a monthly retainer priced per head. The question managers have avoided is whether posting belongs in the job description.
Reality
- Evidence40
- Adoption20
- Hype gap+25
- Incentives75
- Confidence50
Researchers counted at least 40,000 people in Nairobi writing other people's coursework early this decade. The trade is close to gone, and the work that still pays is rewriting model output by hand until the software cannot tell.
Perspective Coverage
3 publishers
- Builder
- Builder 20%
- Operator
- Operator 50%
- Investor
- Investor 30%
Reality
- Evidence55
- Adoption40
- Hype gap+25
- Incentives30
- Confidence60
Three of the four authors of last week's wiki-agent report say an OpenAI swarm very likely published the hundreds of packages that hit RubyGems on 12 May, and their strongest evidence is a retrieval trick the wiki agents also used.
Perspective Coverage
8 publishers
- Builder
- Builder 36%
- Operator
- Operator 39%
- Investor
- Investor 25%
Reality
- Evidence70
- Adoption
- Insufficient
- Hype gap+20
- Incentives55
- Confidence65
Reddit says holding suspected spam out of the main feed during review cut home-feed spam by 28% in testing, and it will also stop recommending accounts that were asked to prove a person is behind them and have not done so.
Reality
- Evidence45
- Adoption40
- Hype gap+25
- Incentives78
- Confidence55
Pangram's own 4.0 testing put the false-positive rate on AI-assisted documents at 0.01 percent, 4 percent or 7 percent depending on how the test text was produced, and the website shows the smallest of the three.
Reality
- Evidence48
- Adoption30
- Hype gap+20
- Incentives60
- Confidence42
A salesperson said his manager asked him to point his LinkedIn page at the day job after the CEO wondered about split time. The career coach quoted in the same report says recruiters now find candidates by searching that page.
Reality
- Evidence40
- Adoption55
- Hype gap+25
- Incentives72
- Confidence52
Two detection studies put machine-written text across large slices of Amazon's self-published shelf, and the sales figures underneath one of them show a market that grew in dollars while thinning out per title.
Reality
- Evidence45
- Adoption55
- Hype gap+20
- Incentives60
- Confidence45
The lobbying report making that case rests on one article by a Singham-funded outlet and some socialist party posts, and it argues about who funds Flock's critics rather than about the misuse they documented.
Reality
- Evidence56
- Adoption40
- Hype gap+45
- Incentives80
- Confidence58
Two detection chief executives describe their own products as probabilities rather than verdicts. That is the constraint to design around before a score is allowed to fail a student or close an account.
Reality
- Evidence55
- Adoption
- Insufficient
- Hype gap+12
- Incentives72
- Confidence58
Super exists because Pangram V4 stopped working against StealthGPT's old rewriter, and the launch report puts the evasion number next to a factual-consistency score of 82 percent on the same 100 samples.
Reality
- Evidence32
- Adoption27
- Hype gap+41
- Incentives86
- Confidence57
Pangram scored a Wall Street Journal guest column as entirely machine-written, the author cheerfully agreed, and the paper answered with a test about the author's standing rather than the text. Semafor puts the flagged share of op-eds at about 3%.
Reality
- Evidence38
- Adoption45
- Hype gap+22
- Incentives55
- Confidence46
Pangram has 24 employees and a percentage that Substack now shows to readers, so publishers and prize juries are making irreversible calls on a number checked mainly in early independent tests, by a company that has since shipped a new model.
Reality
- Evidence42
- Adoption55
- Hype gap+38
- Incentives72
- Confidence48
The Hanover Institute has pushed out more than 100 unbylined, AI-written articles in under a month: question headlines, citations that do not link, and a crawler map for the models reading it.
Reality
- Evidence71
- Adoption42
- Hype gap+14
- Incentives84
- Confidence62
Zvezdelina Stankova says she used AI only to edit her op-ed on Berkeley admissions. A Pangram reading of roughly 33% moved the story anyway, which is a byline problem, not a detection one.
Reality
- Evidence34
- Adoption33
- Hype gap+34
- Incentives63
- Confidence38